Upvote:3
You need a visa.
According to the website of the Singapore Immigration & Checkpoints Authority https://www.ica.gov.sg/enter-depart/entry_requirements/visa_requirements anyone travelling on a Refugee travel document needs a visa. This type of travel document is subject to assessment of recognition for entry into Singapore.